Actuarial Notes

Case Outstanding Development Method

Study guide: Exam 5

Case Outstanding Development Method projects future payments from the case outstanding balance rather than from paid or reported losses — developing the reserve the claims department has already set, instead of the losses that have emerged.

U = \text{Paid to date} + \text{Case Outstanding} \times f_{\text{case}}

f_{\text{case}} = \frac{\text{All future payments}}{\text{Current case outstanding}}

  • f_{\text{case}} converts the current case balance into all remaining payments — including payments on claims not yet reported. It is estimated from mature years: for each historical cohort, divide everything paid after a given valuation by the case outstanding at that valuation.
  • Friedland's fuller version works period by period, using two ratios estimated from history: paid in the next period ÷ case outstanding at the start, and case outstanding at the end ÷ case outstanding at the start. Rolling these forward generates a payment stream and runs the case balance down to zero.
  • The method suits books where case reserving is consistent and disciplined — case outstanding is then a genuine forecast of the remaining cost — and where paid patterns are distorted by changing settlement rates.
  • Its weakness is the mirror image: it depends entirely on case adequacy being stable. A strengthening inflates the base to which f_{\text{case}} is applied, and the historical factor was estimated under the old, weaker regime.
  • It is the natural companion to a paid projection rather than a substitute: paid data and case data are independent inputs, so agreement between the two is meaningful evidence.
  • Do not develop paid losses to ultimate and then add developed case outstanding — that double counts. Paid-to-date is taken at face value; only the case balance is developed.

Projecting from Case Outstanding AY 2023 at 24 months: paid to date \$800{,}000, case outstanding \$500{,}000, so reported is \$1{,}300{,}000. From mature accident years, payments after 24 months have averaged 2.00 times the case outstanding at 24 months.

Estimate ultimate losses and IBNR, and compare with a reported chain ladder at \text{CDF} = 1.350.

Answer

\begin{align*}
\text{Future payments} &= \$500{,}000 \times 2.00 \\
&= \$1{,}000{,}000 \\[4pt]
U &= \$800{,}000 + \$1{,}000{,}000 \\
&= \$1{,}800{,}000 \\[4pt]
\text{IBNR} &= \$1{,}800{,}000 - \$1{,}300{,}000 \\
&= \$500{,}000
\end{align*}

Reported chain ladder:

\$1{,}300{,}000 \times 1.350 = \$1{,}755{,}000

The two are within 2.6\% — reassuring, and worth more than either estimate alone, because they use different information. The chain ladder uses the emergence pattern of reported losses; the case method uses only paid-to-date and the current reserve balance.

Note the paid figure is not developed. Adding a developed paid projection (\$800{,}000 \times 1.50 = \$1{,}200{,}000) to the developed case balance would give \$2{,}200{,}000 and count the same future payments twice.

When Case Adequacy Shifts The same book strengthens case reserves by 30\% during 2024. At 12/31/2024, AY 2023 at 36 months shows paid \$1{,}100{,}000 and case outstanding \$650{,}000. The historical 36-month case factor, estimated from years reserved under the old regime, is 1.60.

What does the method give, and what is wrong with it?

Answer Applied mechanically:

U = \$1{,}100{,}000 + \$650{,}000 \times 1.60 = \$2{,}140{,}000

The problem: the \$650{,}000 case balance is 30\% stronger than the balances from which 1.60 was estimated. Under the old regime the same claims would have carried about

\frac{\$650{,}000}{1.30} = \$500{,}000

and the historical factor is calibrated to that level of reserving. Applying 1.60 to the strengthened balance builds the strengthening into the projection twice.

Two defensible fixes:

  1. Restate the factor. If case reserves are now 30\% closer to their eventual settlement values, the future-payments-to-case ratio should fall correspondingly: roughly 1.60/1.30 = 1.23, giving

U = \$1{,}100{,}000 + \$650{,}000 \times 1.23 = \$1{,}900{,}000

  1. Restate the history with the Berquist-Sherman case adjustment and re-estimate the factor from the restated triangle — more work, and more defensible, because it does not assume the adequacy change translates one-for-one into the ratio.

The general warning: every method that leans on case reserves — this one, the reported chain ladder, average case outstanding diagnostics — inherits whatever the claims department's reserving philosophy is doing.